Convolution Neural Network: Implementation of a Handwritten Digit Recognition System
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064



Downloads: 89 | Weekly Hits: ⮙2

Research Paper | Neural Networks | India | Volume 9 Issue 7, July 2020

Convolution Neural Network: Implementation of a Handwritten Digit Recognition System

Akshit Gambhir

Digit recognition is one of a famous problem in today's era of different fields like deep learning, machine learning, and computer vision applications. Different techniques are implemented to solve the problem of handwritten digit recognition but this paper focuses on the approach of the neural networks and specifically about the convolution neural network (CNN) approach. The CNN model in this paper is evaluated on many different factors like loss during validation, the accuracy obtained during validation and training. The model trained has a Training Loss = 0.0195 and Validation Loss = 0.0235 due to the similar shapes of some digits like (3, 5), (1, 7), (8, 5), (3, 8) and (6, 9). And the Training Accuracy and Validation Accuracy are calculated as 99.37 and 99.22 respectively.

Keywords: Handwritten digit recognition, Convolution Neural Network, TensorFLow, Image Pre-processing, MNIST Dataset

Edition: Volume 9 Issue 7, July 2020

Pages: 346 - 348

Share this Article

How to Cite this Article?

Akshit Gambhir, "Convolution Neural Network: Implementation of a Handwritten Digit Recognition System", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SR20602154548, Volume 9 Issue 7, July 2020, 346 - 348

Enter Your Registered Email Address





Similar Articles with Keyword 'Handwritten digit recognition'

Downloads: 89 | Weekly Hits: ⮙2

Research Paper, Neural Networks, India, Volume 9 Issue 7, July 2020

Pages: 346 - 348

Convolution Neural Network: Implementation of a Handwritten Digit Recognition System

Akshit Gambhir

Share this Article

Downloads: 98 | Weekly Hits: ⮙5

Research Paper, Neural Networks, India, Volume 9 Issue 7, July 2020

Pages: 349 - 351

CNN is Preferred over Other Methods for Handwritten Digit Recognition System

Akriti Singh

Share this Article

Similar Articles with Keyword 'Convolution Neural Network'

Downloads: 89 | Weekly Hits: ⮙2

Research Paper, Neural Networks, India, Volume 9 Issue 7, July 2020

Pages: 346 - 348

Convolution Neural Network: Implementation of a Handwritten Digit Recognition System

Akshit Gambhir

Share this Article

Downloads: 116 | Weekly Hits: ⮙2 | Monthly Hits: ⮙9

Research Paper, Neural Networks, India, Volume 8 Issue 6, June 2019

Pages: 703 - 710

Medical Imaging through Machine Learning Technique

Sumit Nirankari, Shalini Vashisth

Share this Article



Top